Recent deep learning textbook (i.e. covering at least GANs, LSTM and transformers and attention)
I recommend Introduction to Deep Learning by Eugene Charniak ISBN 978-0-262-03951-2 (MIT 2018). It mentions GAN &amp; LSTM &amp; Attention (all three occurs in the index).
But read also Pitrat's last book: Artificial Beings: The Conscience of a Conscious Machine - it does cover machine learning (but not in the &quot;deep learning&quot; sense) but was published before 2016.
And see also RefPerSys. If you speak French, also see this and more generally the AFIA organization.